AIOPS 2020

International Workshop on
Artificial Intelligence for IT Operations

Dubai Virtual, 14 December 2020

Tentative Program

All times are according to (GMT+4) time in Dubai - United Arab Emirates.
10:00-11:00Opening and First keynote talk: Dan PeiProf Dr. Odej Kao, Prof. Dr. Jorge Cardoso, Prof. Dr. Dan Pei
11:00-11:25A Systematic Mapping Study in AIOpsPaolo Notaro, Jorge Cardoso and Michael Gerndt
11:30-11:55SLMAD: Statistical Learning Based Metric Anomaly DetectionArsalan Shahid, Gary White, Jaroslaw Diuwe, Alexandros Agapitos and Owen O'Brien
12:00-12:25Anomaly Detection at Scale: The Case for Deep Distributional Time Series ModelsFadhel Ayed, Lorenzo Stella, Tim Januschowski and Jan Gasthaus
12:25-12:45Coffee break 
12:45-13:10Online Memory Leak Detection in the Cloud-based InfrastructuresAnshul Jindal, Paul Staab, Jorge Cardoso, Michael Gerndt and Vladimir Podolskiy
13:15-13:40Towards Runtime Verification via Event Stream Processing in Cloud Computing InfrastructuresDomenico Cotroneo, Luigi De Simone, Pietro Liguori, Roberto Natella and Angela Scibelli
13:45-14:10An Influence-based Approach for Root Cause Alarm Discovery in Telecom NetworksKeli Zhang, Marcus Kalander, Min Zhou, Xi Zhang and Junjian Ye
14:10-15:00Lunch break 
15:00-15:45Second Keynote: Michael Lyu 
15:45-16:10Localization of operational faults in cloud applications by mining causal dependencies in logs using Golden SignalsPooja Aggarwal, Ajay Gupta, Prateeti Mohapatra, Seema Nagar, Atri Mandal, Qing Wang and Amitkumar M Paradkar
16:15:16:40Discovering Alarm Correlation Rules for Network Fault ManagementPhilippe Fournier-Viger, Ganghuan He, Min Zhou, Mourad Nouioua and Jiahong Liu
16:45-17:10Performance Diagnosis in Cloud Microservices using Deep LearningLi Wu, Jasmin Bogatinovski, Sasho Nedelkoski, Johan Tordsson and Odej Kao
17:10-17:30Coffee break 
17:30-17:55TELESTO: A Graph Neural Network Model for Anomaly Classification in Cloud ServicesDominik Scheinert and Alexander Acker
18:00-18:25Decentralized Federated Learning Preserves Model and Data PrivacyThorsten Wittkopp and Alexander Acker
18:30-18:55Using Language Models to Pre-train Features for Optimizing Information Technology Operations Management TasksXiaotong Liu, Yingbei Tong, Anbang Xu and Rama Akkiraju
18:55-19:20Resource Sharing in Public Cloud System with Evolutionary Multi-agent Artificial Swarm IntelligenceBeiran Chen, Yi Zhang and George Iosifidis
19:20-19:30Closing ceremonyProf Dr. Odej Kao, Prof. Dr. Jorge Cardoso
19:30-Wine and cheese